The main benefits of SACD (in some cases) were the mulichannel mixes. Some discs were amazing, while others were complete failures.
The 2ch tracks on most are impressive though, but again, whether or not it is an improvement over the CD widely varies. I have some that are clearly better than the redbook and others that sound no different. On the best discs, what will typically stand out will be more subtle detail, more depth or width of soundstage. Often there will have been a remaster done when they did a SACD so in some cases, that alone could account for the improvements, especially if it was a good master.